What is the best association management software for a small associati
Geminigemini-4-hydrogenOpenAIgpt-6.1-terra5 passes + 3 real-search136 queries24m ago
Download run
Gemini unique queries
44
5 in ≥ half the passes · stability 27%
OpenAI unique queries
52
5 in ≥ half the passes · stability 25%
Overlap between models
34%
15 shared of 44 distinct sub-queries
Gemini real searches predicted
31%
5 of 16 matched the simulation
OpenAI real searches predicted
29%
7 of 24 matched the simulation
Cost of this run
$0.646
102,418 tokens · 41 web searches · on your keys
Side by side
The same idea worded differently counts as shared. Matching uses EmbeddingGemma 2 similarity.
40% of distinct sub-queries were generated by both models (semantic match ≥ 0.935 cosine, EmbeddingGemma 2).
Only Gemini Both Only OpenAI
Only Gemini4
essential features of association management software
wild apricot reviews for small associations
best association management software for volunteer run association
easy to use ams for small professional association
Both models4
best association management software for small associations ↗3x
best association management software for small nonprofits ↗2x
best association management software for small associations ↗5x
how to choose association management software ↗4x
how to choose association management software for a small association ↗3x
Only OpenAI2
wild apricot association management software features and pricing
free or low cost membership management software for small associations
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
What is the best association management software for a small associati
44 unique queries · 5 passes
small association software selection an…
7 queries · 18 hits
how to choose association management software4xGoogle ↗
RELATED
best association management software for small associations3xGoogle ↗
REFORMULATION
essential features of association management software3xGoogle ↗
RELATED
best association management software for small nonprofits2xGoogle ↗
REFORMULATION
association management software pricing for small organizations2xGoogle ↗
RELATED
best association management software for volunteer run association2xGoogle ↗
PERSONALIZED
easy to use ams for small professional association2xGoogle ↗
PERSONALIZED
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
Classifying 136 queries…
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
Gemini16 real searches · gemini-4-hydrogen31% predicted
best association management software for small associations 2026 Google ↗
WildApricot MemberClicks GlueUp MemberLeap comparison small association pricing 2026 Google ↗
top AMS for small associations pricing features Google ↗
top association management software small organizations pricing Google ↗
best association management software small association 2026 Google ↗
ClubExpress Join It MembershipWorks pricing features 2026 Google ↗
"WildApricot" pricing 2026 Google ↗
"ClubExpress" pricing 2026 Google ↗
"Wild Apricot" pricing 2026 Google ↗
WildApricot pricing tiers contacts 2026 Google ↗
"Join It" OR "ClubExpress" OR "MemberClicks" pricing 2026 Google ↗
"Raklet" OR "MemberPlanet" OR "Springly" association software pricing 2026 Google ↗
GrowthZone vs MemberClicks small association 2026 Google ↗
"Glue Up" vs "MemberClicks" vs "Wild Apricot" small association Google ↗
PayHOA pricing small HOA 2026 Google ↗
ClubExpress pricing small association 2026 Google ↗
- converve.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- wildapricot.com · vertexaisearch.cloud.google.com
- supamaritime.com · vertexaisearch.cloud.google.com
- coveyhq.com · vertexaisearch.cloud.google.com
- veldun.com · vertexaisearch.cloud.google.com
- wildapricot.com · vertexaisearch.cloud.google.com
- rfp.wiki · vertexaisearch.cloud.google.com
- capterra.com · vertexaisearch.cloud.google.com
- clubexpress.com · vertexaisearch.cloud.google.com
- clubexpress.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- veldun.com · vertexaisearch.cloud.google.com
- tradewing.com · vertexaisearch.cloud.google.com
- growthzone.com · vertexaisearch.cloud.google.com
- i4a.com · vertexaisearch.cloud.google.com
- axongarside.com · vertexaisearch.cloud.google.com
- findjoo.com · vertexaisearch.cloud.google.com
- effortlesshoa.com · vertexaisearch.cloud.google.com
- converve.com · vertexaisearch.cloud.google.com
- capterra.com · vertexaisearch.cloud.google.com
- wildapricot.com · vertexaisearch.cloud.google.com
- wildapricot.com · vertexaisearch.cloud.google.com
- wildapricot.com · vertexaisearch.cloud.google.com
- coveyhq.com · vertexaisearch.cloud.google.com
- veldun.com · vertexaisearch.cloud.google.com
- findjoo.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- g2.com · vertexaisearch.cloud.google.com
- clubexpress.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- outmano.com · vertexaisearch.cloud.google.com
- joinit.com · vertexaisearch.cloud.google.com
- raklet.com · vertexaisearch.cloud.google.com
- associationsonline.com · vertexaisearch.cloud.google.com
- customaidashboard.com · vertexaisearch.cloud.google.com
- effortlesshoa.com · vertexaisearch.cloud.google.com
- coveyhq.com · vertexaisearch.cloud.google.com
- wildapricot.com · vertexaisearch.cloud.google.com
- memberlounge.app · vertexaisearch.cloud.google.com
- communa.app · vertexaisearch.cloud.google.com
- orgo.space · vertexaisearch.cloud.google.com
- findjoo.com · vertexaisearch.cloud.google.com
- somiti.net · vertexaisearch.cloud.google.com
- groupable.com · vertexaisearch.cloud.google.com
- veldun.com · vertexaisearch.cloud.google.com
- clubexpress.com · vertexaisearch.cloud.google.com
- memberday.com · vertexaisearch.cloud.google.com
- capterra.com · vertexaisearch.cloud.google.com
- clubexpress.com · vertexaisearch.cloud.google.com
OpenAI24 real searches · gpt-6.1-terra29% predicted
best association management software small associations wild apricot memberplanet 2026 pricing Google ↗
best association management software small associations 2026 pricing membership Google ↗
best association management software small associations 2026 pricing wild apricot glue up membership Google ↗
site:wildapricot.com pricing membership management software 2026 Google ↗
site:wildapricot.com pricing membership software free 50 contacts 2026 Google ↗
site:wildapricot.com pricing membership software association Google ↗
site:joinit.com pricing membership management organizations Google ↗
site:memberplanet.com pricing membership management association Google ↗
site:joinit.com pricing membership management association Google ↗
site:memberclicks.com pricing small associations membership management Google ↗
site:zeffy.com membership management pricing nonprofit free Google ↗
site:joinit.com pricing membership management association software Google ↗
site:wildapricot.com/pricing 66 100 contacts pricing Google ↗
site:wildapricot.com pricing $66 month 100 contacts plans Google ↗
site:wildapricot.com/pricing "$66" contacts Google ↗
site:joinit.com pricing 29 250 members monthly Google ↗
site:raklet.com pricing free 100 contacts $49 Google ↗
site:membershipworks.com/pricing free 50 accounts 35 Google ↗
site:raklet.com pricing free 100 contacts essentials $59 Google ↗
site:joinit.com pricing 29 membership Google ↗
site:memberleap.com pricing association membership software setup monthly Google ↗
site:zeffy.com pricing free nonprofit voluntary tips payment processing memberships Google ↗
site:joinit.com pricing free membership software 29 2026 Google ↗
site:neonone.com pricing neon crm memberships 109 Google ↗
- joinit.com · joinit.com
- capterra.com · capterra.com
- statwharf.com · statwharf.com
- velotouch.com · velotouch.com
- mysaasjourney.com · mysaasjourney.com
- plugroute.com · plugroute.com
- i4a.com · i4a.com
- associations.com · associations.com
- fullroster.co · fullroster.co
- buildlist.io · buildlist.io
- rankite.com · rankite.com
- softwareadvice.com · softwareadvice.com
- memberclicks.com · memberclicks.com
- resources.wildapricot.com · resources.wildapricot.com
- ellipsispartners.com · ellipsispartners.com
- ellipsispartners.com · ellipsispartners.com
- wildapricot.com · wildapricot.com
- infographic.memberplanet.com · infographic.memberplanet.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- en.wikipedia.org · en.wikipedia.org
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- reddit.com · reddit.com
- techradar.com · techradar.com
- techradar.com · techradar.com
- techradar.com · techradar.com
- techradar.com · techradar.com
- wildapricot.com · wildapricot.com
- joinit.com · joinit.com
- joinit.com · joinit.com
- gethelp.wildapricot.com · gethelp.wildapricot.com
- joinit.com · joinit.com
- wildapricot.com · wildapricot.com
- help.raklet.com · help.raklet.com
- raklet.com · raklet.com
- joinit.com · joinit.com
- wildapricot.com · wildapricot.com
- joinit.com · joinit.com
- joinit.com · joinit.com
- cdn.wildapricot.com · cdn.wildapricot.com
- wildapricot.com · wildapricot.com
- raklet.com · raklet.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal searchBoth models
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
44 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
how to choose association management software RELATED | Google ↗ AI Mode ↗ | The searcher wants a step-by-step process for evaluating and selecting the right AMS. | — | how_to_steps | small association software selection an… | 4x of 5 | |
best association management software for small associations REFORMULATION | Google ↗ AI Mode ↗ | The user wants a curated list of top-rated AMS platforms tailored to small organizations. | — | review_roundup | small association software selection an… | 3x of 5 | |
essential features of association management software RELATED | Google ↗ AI Mode ↗ | The searcher wants to know what core functionalities they should look for in an AMS. | — | checklist | small association software selection an… | 3x of 5 | |
wild apricot vs memberclicks for small associations COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants a head-to-head comparison between two leading AMS platforms for smaller organizations. | — | comparison_table | ams platform comparison and pricing | 3x of 5 | |
wild apricot reviews for small associations ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to read user feedback and pros/cons for a specific popular AMS. | — | review_roundup | ams platform comparison and pricing | 3x of 5 | |
best association management software for small nonprofits REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants a curated list of top-rated association management platforms tailored to smaller organizations. | — | buyers_guide | small association software selection an… | 2x of 5 | |
association management software pricing for small organizations RELATED | Google ↗ AI Mode ↗ | The user wants to understand the typical cost and pricing tiers of AMS tools for small budgets. | — | pricing_page | small association software selection an… | 2x of 5 | |
wild apricot vs memberclicks for small association COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare two of the most popular AMS options for small groups side by side. | — | comparison_table | ams platform comparison and pricing | 2x of 5 | |
best association management software for volunteer run association PERSONALIZED | Google ↗ AI Mode ↗ | The user wants software recommendations tailored to an organization without paid staff. | — | buyers_guide | small association software selection an… | 2x of 5 | |
easy to use ams for small professional association PERSONALIZED | Google ↗ AI Mode ↗ | The user wants candid advice on the most user-friendly AMS for a small professional group. | — | forum/qna | small association software selection an… | 2x of 5 | |
top ams software for small nonprofits and associations REFORMULATION | Google ↗ AI Mode ↗ | The searcher wants to find leading AMS platforms using the common industry acronym. | — | buyers_guide | small association software selection an… | 1x of 5 | |
top ams platforms for small associations REFORMULATION | Google ↗ AI Mode ↗ | The user is looking for leading association management systems using the common industry acronym AMS. | — | review_roundup | small association software selection an… | 1x of 5 | |
top ams platforms for small nonprofits and associations REFORMULATION | Google ↗ AI Mode ↗ | The user wants to see leading association management systems using the industry acronym. | — | review_roundup | small association software selection an… | 1x of 5 | |
association management software for small organizations REFORMULATION | Google ↗ AI Mode ↗ | The searcher is looking for software solutions designed to handle membership and operations for small groups. | — | web_article | small association software selection an… | 1x of 5 | |
how much does association management software cost for small groups IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to understand the typical pricing tiers and budget requirements for small-scale AMS. | — | pricing_page | small association software selection an… | 1x of 5 | |
affordable association management software pricing IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know the cost of association management software suitable for a limited budget. | — | pricing_page | small association software selection an… | 1x of 5 | |
best budget association management software comparison COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to compare affordable AMS options suitable for a limited budget. | — | comparison_table | small association software selection an… | 1x of 5 | |
free association management software for small groups IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to find zero-cost or freemium software options for managing a small association. | — | review_roundup | small association software selection an… | 1x of 5 | |
association management software comparison for small groups COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to evaluate multiple AMS options against each other. | — | comparison_table | small association software selection an… | 1x of 5 | |
wild apricot pricing and features for small groups ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants specific cost and capability details for a market-leading small-association AMS. | — | pricing_page | ams platform comparison and pricing | 1x of 5 | |
growthzone vs memberleap reviews ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to read user reviews comparing two other notable AMS providers. | — | review_roundup | ams platform comparison and pricing | 1x of 5 | |
is association management software worth it for small groups IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know if the return on investment justifies the cost for a small member base. | — | web_article | small association software selection an… | 1x of 5 | |
easy to use association management software for non technical staff PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants software recommendations that require minimal IT expertise to set up and manage. | — | buyers_guide | small association software selection an… | 1x of 5 | |
essential features of ams for small associations IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know what capabilities they should look for in an association management system. | — | checklist | small association software selection an… | 1x of 5 | |
neon one vs growthzone pricing ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to compare the costs of two other popular association management platforms. | — | comparison_table | ams platform comparison and pricing | 1x of 5 | |
essential features in association management software IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know what capabilities they should look for when evaluating an AMS. | — | checklist | small association software selection an… | 1x of 5 | |
memberleap vs glue up for small associations ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to explore alternative specific AMS vendors suited for smaller groups. | — | comparison_table | ams platform comparison and pricing | 1x of 5 | |
free vs paid association management software COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to see the trade-offs between free open-source tools and paid subscription platforms. | — | comparison_table | small association software selection an… | 1x of 5 | |
memberclicks vs growthzone COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants to see how MemberClicks stacks up against GrowthZone in terms of features and value. | — | comparison_table | ams platform comparison and pricing | 1x of 5 | |
free or low cost membership management software IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to find budget-friendly or freemium alternatives to enterprise AMS. | — | review_roundup | small association software selection an… | 1x of 5 | |
how much does association management software cost for small organizations IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand the typical pricing models and expected budget for an AMS. | — | web_article | small association software selection an… | 1x of 5 | |
free or low cost association management software RELATED | Google ↗ AI Mode ↗ | The searcher wants to find budget-friendly or free alternatives for managing members. | — | web_article | small association software selection an… | 1x of 5 | |
member portal and event registration software for small clubs RELATED | Google ↗ AI Mode ↗ | The user wants to explore tools that focus on core member engagement and event workflows. | — | product_spec_sheet | small association software selection an… | 1x of 5 | |
wild apricot association management software review ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants an in-depth evaluation of Wild Apricot as a potential solution. | — | web_article | ams platform comparison and pricing | 1x of 5 | |
free or open source association management software RELATED | Google ↗ AI Mode ↗ | The user wants to see if there are zero-cost or open-source alternatives available. | — | web_article | small association software selection an… | 1x of 5 | |
joinit vs memberpress for small clubs ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to compare lightweight, modern membership tools suited for smaller groups. | — | comparison_table | ams platform comparison and pricing | 1x of 5 | |
top 10 association management systems compared COMPARATIVE | Google ↗ AI Mode ↗ | The searcher wants a broad overview comparing the leading AMS platforms on the market. | — | comparison_table | small association software selection an… | 1x of 5 | |
yourmembership vs wild apricot ENTITY EXPANSION | Google ↗ AI Mode ↗ | The searcher wants to evaluate YourMembership against Wild Apricot. | — | comparison_table | ams platform comparison and pricing | 1x of 5 | |
best association management software for volunteer run organization PERSONALIZED | Google ↗ AI Mode ↗ | The user wants software recommendations that require minimal technical skill and administrative time. | — | buyers_guide | small association software selection an… | 1x of 5 | |
top ams software for small nonprofits PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants software recommendations tailored to small nonprofit associations. | — | buyers_guide | small association software selection an… | 1x of 5 | |
association management software for volunteer run organizations PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants software tailored to organizations managed primarily by volunteers rather than paid staff. | — | web_article | small association software selection an… | 1x of 5 | |
best ams for volunteer run associations PERSONALIZED | Google ↗ AI Mode ↗ | The searcher wants easy-to-use software that does not require dedicated IT staff. | — | forum/qna | small association software selection an… | 1x of 5 | |
association management software implementation time IMPLICIT | Google ↗ AI Mode ↗ | The searcher wants to know how long it takes to set up and migrate data to a new AMS. | — | faq_page | small association software selection an… | 1x of 5 | |
easy to use ams for small professional association with no it staff PERSONALIZED | Google ↗ AI Mode ↗ | The user wants recommendations from peers on platforms that require minimal technical setup. | — | forum/qna | small association software selection an… | 1x of 5 |
Tokens & cost
What this run used on your API keys, per model and step.
| Model | What | Requests | Input tokens | Output tokens | Web searches | Est. cost |
|---|---|---|---|---|---|---|
| gemini-4-hydrogen | Real-search passes | 3 | 687 | 11,1556,272 thinking | 17 | $0.323 |
| gemini-4-hydrogen | Simulated passes | 5 | 5,145 | 9,9873,249 thinking | — | $0.083 |
| gpt-6.1-terra | Real-search passes | 3 | 63,824 | 1,564611 thinking | 24 | $0.240 |
| gpt-6.1-terra | Simulated passes | 5 | 2,995 | 6,699268 thinking | — | — |
| gemini-3.5-flash-lite | Naming clusters | 1 | 293 | 69 | — | $0.0003 |
| Total | 17 | 72,944 | 29,474 | 41 | $0.646+ unpriced | |
Billed to your own API keys. Estimated from the providers' list prices (checked 2026-11-12); output includes thinking tokens. Free tiers, caching and retries can make your bill differ. Google gives 5,000 grounded searches a month free across Gemini 3+ models. OpenAI bills the web search content it reads as input tokens.
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
GeminiOpenAIx = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-4-hydrogen · real search | 1 | — | 5 | 21.5 | 229 / 3,592 · 5 searches | |
| gemini-4-hydrogen · real search | 2 | — | 5 | 21.6 | 229 / 3,840 · 5 searches | |
| gemini-4-hydrogen · real search | 3 | — | 7 | 20.2 | 229 / 3,723 · 7 searches | |
| gemini-4-hydrogen | 1 | 12 | 12 | 9.9 | 1,029 / 1,714 | |
| gemini-4-hydrogen | 2 | 12 | 12 | 12.7 | 1,029 / 2,341 | |
| gemini-4-hydrogen | 3 | 12 | 12 | 8.5 | 1,029 / 1,732 | |
| gemini-4-hydrogen | 4 | 12 | 12 | 8.6 | 1,029 / 1,928 | |
| gemini-4-hydrogen | 5 | 12 | 12 | 9.3 | 1,029 / 2,272 | |
| gpt-6.1-terra · real search | 1 | — | 8 | 12.8 | 21,223 / 535 · 8 searches | |
| gpt-6.1-terra · real search | 2 | — | 8 | 12.4 | 21,324 / 504 · 8 searches | |
| gpt-6.1-terra · real search | 3 | — | 8 | 13.5 | 21,277 / 525 · 8 searches | |
| gpt-6.1-terra | 1 | 13 | 13 | 15.9 | 599 / 1,305 | |
| gpt-6.1-terra | 2 | 13 | 13 | 16.6 | 599 / 1,317 | |
| gpt-6.1-terra | 3 | 13 | 13 | 16.3 | 599 / 1,329 | |
| gpt-6.1-terra | 4 | 14 | 14 | 17.9 | 599 / 1,428 | |
| gpt-6.1-terra | 5 | 13 | 13 | 16.4 | 599 / 1,320 |